Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	52704
Missing cells	10580
Missing cells (%)	1.0%
Duplicate rows	15
Duplicate rows (%)	< 0.1%
Total size in memory	8.4 MiB
Average record size in memory	168.0 B

Variable types

Numeric	19
Categorical	1

Alerts

`Lost Production to Curtailment (Total) (kWh)` has constant value "0.0"	Constant
Dataset has 15 (< 0.1%) duplicate rows	Duplicates
`Wind speed (m/s)` is highly overall correlated with `Wind speed, Standard deviation (m/s)` and 9 other fields	High correlation
`Wind speed, Standard deviation (m/s)` is highly overall correlated with `Wind speed (m/s)` and 8 other fields	High correlation
`Wind speed, Minimum (m/s)` is highly overall correlated with `Wind speed (m/s)` and 9 other fields	High correlation
`Wind speed, Maximum (m/s)` is highly overall correlated with `Wind speed (m/s)` and 9 other fields	High correlation
`Wind direction (°)` is highly overall correlated with `Nacelle position (°)`	High correlation
`Nacelle position (°)` is highly overall correlated with `Wind direction (°)`	High correlation
`Energy Export (kWh)` is highly overall correlated with `Wind speed (m/s)` and 9 other fields	High correlation
`Power (kW)` is highly overall correlated with `Wind speed (m/s)` and 9 other fields	High correlation
`Reactive power (kvar)` is highly overall correlated with `Wind speed (m/s)` and 9 other fields	High correlation
`Rotor speed (RPM)` is highly overall correlated with `Wind speed (m/s)` and 9 other fields	High correlation
`Generator RPM (RPM)` is highly overall correlated with `Wind speed (m/s)` and 9 other fields	High correlation
`Blade angle (pitch position) A (°)` is highly overall correlated with `Blade angle (pitch position) B (°)` and 1 other fields	High correlation
`Blade angle (pitch position) B (°)` is highly overall correlated with `Blade angle (pitch position) A (°)` and 1 other fields	High correlation
`Blade angle (pitch position) C (°)` is highly overall correlated with `Blade angle (pitch position) A (°)` and 1 other fields	High correlation
`Front bearing temperature (°C)` is highly overall correlated with `Wind speed (m/s)` and 9 other fields	High correlation
`Rear bearing temperature (°C)` is highly overall correlated with `Wind speed (m/s)` and 8 other fields	High correlation
`Wind speed, Standard deviation (m/s)` has 706 (1.3%) missing values	Missing
`Wind speed, Minimum (m/s)` has 706 (1.3%) missing values	Missing
`Wind speed, Maximum (m/s)` has 706 (1.3%) missing values	Missing
`Nacelle ambient temperature (°C)` has 706 (1.3%) missing values	Missing
`Blade angle (pitch position) A (°)` has 705 (1.3%) missing values	Missing
`Blade angle (pitch position) B (°)` has 705 (1.3%) missing values	Missing
`Blade angle (pitch position) C (°)` has 705 (1.3%) missing values	Missing
`Metal particle count counter` has 706 (1.3%) missing values	Missing
`Front bearing temperature (°C)` has 705 (1.3%) missing values	Missing
`Rear bearing temperature (°C)` has 705 (1.3%) missing values	Missing
`Reactive power (kvar)` has 4042 (7.7%) zeros	Zeros
`Rotor speed (RPM)` has 1339 (2.5%) zeros	Zeros
`Blade angle (pitch position) A (°)` has 23228 (44.1%) zeros	Zeros
`Blade angle (pitch position) B (°)` has 23234 (44.1%) zeros	Zeros
`Blade angle (pitch position) C (°)` has 23267 (44.1%) zeros	Zeros
`Lost Production to Downtime (kWh)` has 51415 (97.6%) zeros	Zeros

Reproduction

Analysis started	2023-06-23 09:11:58.708590
Analysis finished	2023-06-23 09:14:03.679366
Duration	2 minutes and 4.97 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Wind speed (m/s)
Real number (ℝ)

Distinct	52150
Distinct (%)	99.8%
Missing	452
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	6.8287519

Minimum	0.20908153
Maximum	24.259069
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	823.5 KiB

Quantile statistics

Minimum	0.20908153
5-th percentile	2.3542847
Q1	4.623856
median	6.5154258
Q3	8.7429275
95-th percentile	12.222179
Maximum	24.259069
Range	24.049987
Interquartile range (IQR)	4.1190715

Descriptive statistics

Standard deviation	3.0695086
Coefficient of variation (CV)	0.44949775
Kurtosis	0.62774848
Mean	6.8287519
Median Absolute Deviation (MAD)	2.0419684
Skewness	0.63493332
Sum	356815.94
Variance	9.4218831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.839999914	4	< 0.1%
2.289999962	4	< 0.1%
2.309999943	3	< 0.1%
4.730000019	3	< 0.1%
5.889999866	3	< 0.1%
2.5	3	< 0.1%
2.420000076	2	< 0.1%
2.880000114	2	< 0.1%
3.319999933	2	< 0.1%
3.039999962	2	< 0.1%
Other values (52140)	52224	99.1%
(Missing)	452	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2090815317	1	< 0.1%
0.2333094531	1	< 0.1%
0.2461876355	1	< 0.1%
0.2770688798	1	< 0.1%
0.2981252423	1	< 0.1%
0.3070875908	1	< 0.1%
0.3091126699	1	< 0.1%
0.3177563846	1	< 0.1%
0.3184876293	1	< 0.1%
0.3221054297	1	< 0.1%

Value	Count	Frequency (%)
24.25906868	1	< 0.1%
23.85808134	1	< 0.1%
23.44286237	1	< 0.1%
22.92345388	1	< 0.1%
22.86704988	1	< 0.1%
22.59070831	1	< 0.1%
22.40182495	1	< 0.1%
22.25812111	1	< 0.1%
22.23009372	1	< 0.1%
22.20307912	1	< 0.1%

Wind speed, Standard deviation (m/s)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	51993
Distinct (%)	> 99.9%
Missing	706
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.9437902

Minimum	0
Maximum	5.7408801
Zeros	6
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	823.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.33753301
Q1	0.58369874
median	0.85705663
Q3	1.1993371
95-th percentile	1.8407237
Maximum	5.7408801
Range	5.7408801
Interquartile range (IQR)	0.61563838

Descriptive statistics

Standard deviation	0.49573898
Coefficient of variation (CV)	0.52526396
Kurtosis	4.0581088
Mean	0.9437902
Median Absolute Deviation (MAD)	0.300142
Skewness	1.4294064
Sum	49075.203
Variance	0.24575714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	< 0.1%
0.7114124541	1	< 0.1%
0.8315067069	1	< 0.1%
0.3781732035	1	< 0.1%
0.3170861193	1	< 0.1%
0.3909847494	1	< 0.1%
0.5154616945	1	< 0.1%
0.4223805411	1	< 0.1%
0.4439215322	1	< 0.1%
0.4771394356	1	< 0.1%
Other values (51983)	51983	98.6%
(Missing)	706	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	< 0.1%
0.03369789839	1	< 0.1%
0.03748257189	1	< 0.1%
0.04030990122	1	< 0.1%
0.04160175112	1	< 0.1%
0.04451345548	1	< 0.1%
0.04489343147	1	< 0.1%
0.04841753154	1	< 0.1%
0.0485060437	1	< 0.1%
0.04862703664	1	< 0.1%

Value	Count	Frequency (%)
5.740880053	1	< 0.1%
5.211932414	1	< 0.1%
5.143277346	1	< 0.1%
4.752276101	1	< 0.1%
4.745467343	1	< 0.1%
4.673558306	1	< 0.1%
4.531003645	1	< 0.1%
4.525778728	1	< 0.1%
4.432681584	1	< 0.1%
4.431303062	1	< 0.1%

Wind speed, Minimum (m/s)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	32094
Distinct (%)	61.7%
Missing	706
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	4.9880485

Minimum	0
Maximum	17.57025
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	823.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1.2156938
Q1	3.2577815
median	4.8708625
Q3	6.5410235
95-th percentile	9.1800726
Maximum	17.57025
Range	17.57025
Interquartile range (IQR)	3.283242

Descriptive statistics

Standard deviation	2.4194212
Coefficient of variation (CV)	0.48504365
Kurtosis	0.11921688
Mean	4.9880485
Median Absolute Deviation (MAD)	1.6416675
Skewness	0.38900192
Sum	259368.54
Variance	5.853599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.172912598	9	< 0.1%
5.386899948	9	< 0.1%
4.406428814	9	< 0.1%
4.706769943	8	< 0.1%
5.055745125	8	< 0.1%
4.758373737	8	< 0.1%
4.869377613	8	< 0.1%
5.752952576	8	< 0.1%
5.382816315	8	< 0.1%
4.445409775	8	< 0.1%
Other values (32084)	51915	98.5%
(Missing)	706	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.008250189014	1	< 0.1%
0.009750222787	1	< 0.1%
0.01575035974	1	< 0.1%
0.01612536982	1	< 0.1%
0.01912543736	1	< 0.1%
0.02250019275	1	< 0.1%
0.02737559006	1	< 0.1%
0.02962533757	1	< 0.1%
0.0345007889	1	< 0.1%

Value	Count	Frequency (%)
17.57024956	1	< 0.1%
17.28412437	1	< 0.1%
17.23460197	1	< 0.1%
17.08312416	1	< 0.1%
16.88999939	1	< 0.1%
16.84312439	1	< 0.1%
16.81575012	1	< 0.1%
16.79062462	1	< 0.1%
16.25561523	1	< 0.1%
16.22925568	1	< 0.1%

Wind speed, Maximum (m/s)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	34164
Distinct (%)	65.7%
Missing	706
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	8.6022337

Minimum	0.38212523
Maximum	32.346001
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	823.5 KiB

Quantile statistics

Minimum	0.38212523
5-th percentile	3.1653752
Q1	5.8554174
median	8.1037073
Q3	10.868685
95-th percentile	15.59867
Maximum	32.346001
Range	31.963875
Interquartile range (IQR)	5.0132672

Descriptive statistics

Standard deviation	3.8464556
Coefficient of variation (CV)	0.44714614
Kurtosis	1.3962473
Mean	8.6022337
Median Absolute Deviation (MAD)	2.4660282
Skewness	0.86590758
Sum	447298.95
Variance	14.79522
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.147886276	9	< 0.1%
8.528046608	8	< 0.1%
6.832547665	8	< 0.1%
8.98505497	8	< 0.1%
7.390536308	8	< 0.1%
9.1951828	7	< 0.1%
9.28057003	7	< 0.1%
7.548688889	7	< 0.1%
7.545347691	7	< 0.1%
11.35585785	7	< 0.1%
Other values (34154)	51922	98.5%
(Missing)	706	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3821252286	1	< 0.1%
0.3884999454	1	< 0.1%
0.4098754525	1	< 0.1%
0.4499995708	1	< 0.1%
0.4672499597	1	< 0.1%
0.4830003381	1	< 0.1%
0.4923753142	2	< 0.1%
0.5242496729	1	< 0.1%
0.5264995098	1	< 0.1%
0.5313746333	1	< 0.1%

Value	Count	Frequency (%)
32.34600067	1	< 0.1%
32.32574844	1	< 0.1%
31.62487411	1	< 0.1%
31.4816246	1	< 0.1%
30.97987366	1	< 0.1%
30.81789589	1	< 0.1%
30.4596405	1	< 0.1%
30.20962524	1	< 0.1%
30.19687462	1	< 0.1%
30.07875061	1	< 0.1%

Wind direction (°)
Real number (ℝ)

Distinct	52252
Distinct (%)	100.0%
Missing	452
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	198.26606

Minimum	0.0088506615
Maximum	359.97028
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	823.5 KiB

Quantile statistics

Minimum	0.0088506615
5-th percentile	30.281706
Q1	146.11415
median	217.44011
Q3	258.72396
95-th percentile	327.23791
Maximum	359.97028
Range	359.96143
Interquartile range (IQR)	112.60981

Descriptive statistics

Standard deviation	90.886592
Coefficient of variation (CV)	0.45840721
Kurtosis	-0.63493577
Mean	198.26606
Median Absolute Deviation (MAD)	49.987017
Skewness	-0.55044514
Sum	10359798
Variance	8260.3725
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
264.2650987	1	< 0.1%
31.26087436	1	< 0.1%
279.5289272	1	< 0.1%
209.9247615	1	< 0.1%
159.422624	1	< 0.1%
74.7489434	1	< 0.1%
25.2250473	1	< 0.1%
356.0874239	1	< 0.1%
344.4018338	1	< 0.1%
295.7011647	1	< 0.1%
Other values (52242)	52242	99.1%
(Missing)	452	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.008850661519	1	< 0.1%
0.0172743059	1	< 0.1%
0.04795168537	1	< 0.1%
0.05323209476	1	< 0.1%
0.06068829484	1	< 0.1%
0.06209702858	1	< 0.1%
0.10066375	1	< 0.1%
0.1018755274	1	< 0.1%
0.1049417314	1	< 0.1%
0.1213648434	1	< 0.1%

Value	Count	Frequency (%)
359.9702789	1	< 0.1%
359.9647985	1	< 0.1%
359.9576589	1	< 0.1%
359.9132425	1	< 0.1%
359.9028128	1	< 0.1%
359.8957745	1	< 0.1%
359.8910482	1	< 0.1%
359.8854283	1	< 0.1%
359.8429117	1	< 0.1%
359.8369728	1	< 0.1%

Nacelle position (°)
Real number (ℝ)

Distinct	14808
Distinct (%)	28.3%
Missing	452
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	198.16499

Minimum	0.013192621
Maximum	359.96844
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	823.5 KiB

Quantile statistics

Minimum	0.013192621
5-th percentile	29.487252
Q1	144.55023
median	217.5574
Q3	259.26505
95-th percentile	326.1696
Maximum	359.96844
Range	359.95525
Interquartile range (IQR)	114.71481

Descriptive statistics

Standard deviation	91.406422
Coefficient of variation (CV)	0.46126424
Kurtosis	-0.64232089
Mean	198.16499
Median Absolute Deviation (MAD)	50.486908
Skewness	-0.54604382
Sum	10354517
Variance	8355.1339
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
210.9730225	194	0.4%
234.0213623	192	0.4%
260.3634338	145	0.3%
205.485199	144	0.3%
252.680481	121	0.2%
242.8023987	118	0.2%
311.9479675	114	0.2%
213.1681519	111	0.2%
223.0462341	111	0.2%
287.8025513	108	0.2%
Other values (14798)	50894	96.6%
(Missing)	452	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01319262075	1	< 0.1%
0.02226442459	1	< 0.1%
0.03564797833	1	< 0.1%
0.2250601555	1	< 0.1%
0.2409045547	1	< 0.1%
0.2412719727	14	< 0.1%
0.2413623333	10	< 0.1%
0.2413635403	16	< 0.1%
0.2414245605	8	< 0.1%
0.2416331768	3	< 0.1%

Value	Count	Frequency (%)
359.9684443	1	< 0.1%
359.9476391	1	< 0.1%
359.8356939	1	< 0.1%
359.6409432	1	< 0.1%
359.5866073	1	< 0.1%
359.5347401	1	< 0.1%
359.500335	1	< 0.1%
359.3939653	1	< 0.1%
359.1976066	1	< 0.1%
359.1936972	1	< 0.1%

Energy Export (kWh)
Real number (ℝ)

Distinct	563
Distinct (%)	1.1%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	130.40535

Minimum	0
Maximum	412
Zeros	211
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	823.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.12121212
Q1	28
median	92
Q3	222
95-th percentile	366
Maximum	412
Range	412
Interquartile range (IQR)	194

Descriptive statistics

Standard deviation	119.20664
Coefficient of variation (CV)	0.91412388
Kurtosis	-0.64366638
Mean	130.40535
Median Absolute Deviation (MAD)	78
Skewness	0.74387117
Sum	6872622.5
Variance	14210.223
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
307	765	1.5%
308	635	1.2%
306	569	1.1%
1	450	0.9%
0.0134529148	446	0.8%
305	380	0.7%
2	343	0.7%
3	329	0.6%
18	327	0.6%
21	317	0.6%
Other values (553)	48141	91.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	211	0.4%
0.004807692308	106	0.2%
0.01265822785	79	0.1%
0.01315789474	76	0.1%
0.0134529148	446	0.8%
0.01538461538	195	0.4%
0.01923076923	52	0.1%
0.02040816327	49	0.1%
0.02325581395	43	0.1%
0.02857142857	35	0.1%

Value	Count	Frequency (%)
412	20	< 0.1%
411	152	0.3%
410	280	0.5%
409	267	0.5%
408	220	0.4%
407	139	0.3%
406	127	0.2%
405	89	0.2%
404	79	0.1%
403	58	0.1%

Power (kW)
Real number (ℝ)

Distinct	52230
Distinct (%)	> 99.9%
Missing	451
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	786.26408

Minimum	-14.492521
Maximum	2081.1495
Zeros	2
Zeros (%)	< 0.1%
Negative	4764
Negative (%)	9.0%
Memory size	823.5 KiB

Quantile statistics

Minimum	-14.492521
5-th percentile	-1.3883804
Q1	172.39488
median	564.83969
Q3	1358.9105
95-th percentile	2039.3891
Maximum	2081.1495
Range	2095.642
Interquartile range (IQR)	1186.5156

Descriptive statistics

Standard deviation	700.80795
Coefficient of variation (CV)	0.8913137
Kurtosis	-1.0531555
Mean	786.26408
Median Absolute Deviation (MAD)	474.34175
Skewness	0.60583664
Sum	41084657
Variance	491131.78
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.74000001	3	< 0.1%
-0.4876190156	3	< 0.1%
-1.024853528	2	< 0.1%
-1.960000038	2	< 0.1%
-0.5148275107	2	< 0.1%
-1.358824527	2	< 0.1%
0	2	< 0.1%
-0.6023215175	2	< 0.1%
-2.769398516	2	< 0.1%
-1.148625527	2	< 0.1%
Other values (52220)	52231	99.1%
(Missing)	451	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14.49252149	1	< 0.1%
-14.46196609	1	< 0.1%
-14.31465816	1	< 0.1%
-14.11140456	1	< 0.1%
-14.10410872	1	< 0.1%
-13.80459852	1	< 0.1%
-13.28981109	1	< 0.1%
-12.50698555	1	< 0.1%
-12.40530159	1	< 0.1%
-12.35464756	1	< 0.1%

Value	Count	Frequency (%)
2081.149487	1	< 0.1%
2080.385461	1	< 0.1%
2078.979639	1	< 0.1%
2075.42146	1	< 0.1%
2075.299274	1	< 0.1%
2074.680377	1	< 0.1%
2074.671857	1	< 0.1%
2074.663867	1	< 0.1%
2074.248657	1	< 0.1%
2074.184174	1	< 0.1%

Reactive power (kvar)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	48196
Distinct (%)	92.2%
Missing	451
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	-236.88061

Minimum	-669.36127
Maximum	2.0754185
Zeros	4042
Zeros (%)	7.7%
Negative	48206
Negative (%)	91.5%
Memory size	823.5 KiB

Quantile statistics

Minimum	-669.36127
5-th percentile	-591.95377
Q1	-370.73269
median	-179.94113
Q3	-84.786549
95-th percentile	0
Maximum	2.0754185
Range	671.43669
Interquartile range (IQR)	285.94614

Descriptive statistics

Standard deviation	185.67337
Coefficient of variation (CV)	-0.78382683
Kurtosis	-0.82486266
Mean	-236.88061
Median Absolute Deviation (MAD)	114.19426
Skewness	-0.65795907
Sum	-12377722
Variance	34474.601
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4042	7.7%
-0.01280400008	4	< 0.1%
-0.00853600055	4	< 0.1%
-0.004268000275	3	< 0.1%
-0.008985263737	3	< 0.1%
-69.80999756	2	< 0.1%
-0.007468999922	2	< 0.1%
-0.009999999776	2	< 0.1%
-152.2400055	2	< 0.1%
-0.02134000063	2	< 0.1%
Other values (48186)	48187	91.4%
(Missing)	451	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-669.3612743	1	< 0.1%
-667.8773274	1	< 0.1%
-659.4752319	1	< 0.1%
-649.9121582	1	< 0.1%
-647.2082062	1	< 0.1%
-646.8785065	1	< 0.1%
-646.4841614	1	< 0.1%
-645.8748993	1	< 0.1%
-645.8111649	1	< 0.1%
-645.061792	1	< 0.1%

Value	Count	Frequency (%)
2.075418472	1	< 0.1%
1.801195908	1	< 0.1%
1.800123024	1	< 0.1%
1.577632999	1	< 0.1%
0.3457245111	1	< 0.1%
0	4042	7.7%
-0.003734499961	2	< 0.1%
-0.004268000275	3	< 0.1%
-0.004492631868	1	< 0.1%
-0.007468999922	2	< 0.1%

Rotor speed (RPM)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	50731
Distinct (%)	97.1%
Missing	451
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	11.129825

Minimum	0
Maximum	15.31934
Zeros	1339
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	823.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.55204251
Q1	8.6765568
median	11.983043
Q3	14.938414
95-th percentile	15.173469
Maximum	15.31934
Range	15.31934
Interquartile range (IQR)	6.2618575

Descriptive statistics

Standard deviation	4.1683102
Coefficient of variation (CV)	0.37451715
Kurtosis	0.95614464
Mean	11.129825
Median Absolute Deviation (MAD)	3.045111
Skewness	-1.2064181
Sum	581566.72
Variance	17.37481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1339	2.5%
8.140000343	59	0.1%
0.01050000242	16	< 0.1%
15.15999985	14	< 0.1%
0.01200000197	9	< 0.1%
0.01150000188	8	< 0.1%
0.0110000018	7	< 0.1%
15.14999962	7	< 0.1%
15.14000034	5	< 0.1%
8.149999619	5	< 0.1%
Other values (50721)	50784	96.4%
(Missing)	451	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1339	2.5%
0.004092000425	1	< 0.1%
0.004741001059	1	< 0.1%
0.00708631681	1	< 0.1%
0.01050000242	16	< 0.1%
0.01063700253	1	< 0.1%
0.0110000018	7	< 0.1%
0.01109900186	1	< 0.1%
0.01150000188	8	< 0.1%
0.01157894927	1	< 0.1%

Value	Count	Frequency (%)
15.3193405	1	< 0.1%
15.3103939	1	< 0.1%
15.30540517	1	< 0.1%
15.30220641	1	< 0.1%
15.30144355	1	< 0.1%
15.29843697	1	< 0.1%
15.29797411	1	< 0.1%
15.29260477	1	< 0.1%
15.29143153	1	< 0.1%
15.28772995	1	< 0.1%

Generator RPM (RPM)
Real number (ℝ)

Distinct	52215
Distinct (%)	99.9%
Missing	452
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	1320.9817

Minimum	-290.68586
Maximum	1816.8374
Zeros	0
Zeros (%)	0.0%
Negative	2
Negative (%)	< 0.1%
Memory size	823.5 KiB

Quantile statistics

Minimum	-290.68586
5-th percentile	66.966249
Q1	1031.4021
median	1422.5381
Q3	1771.2529
95-th percentile	1799.0295
Maximum	1816.8374
Range	2107.5233
Interquartile range (IQR)	739.85079

Descriptive statistics

Standard deviation	493.26355
Coefficient of variation (CV)	0.37340681
Kurtosis	0.97074458
Mean	1320.9817
Median Absolute Deviation (MAD)	359.35643
Skewness	-1.2117602
Sum	69023934
Variance	243308.93
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
970	4	< 0.1%
969.9799805	4	< 0.1%
970.0200195	4	< 0.1%
970.1300049	3	< 0.1%
969.9099731	3	< 0.1%
969.9500122	3	< 0.1%
970.1199951	3	< 0.1%
969.8200073	2	< 0.1%
968.3208961	2	< 0.1%
1801.180054	2	< 0.1%
Other values (52205)	52222	99.1%
(Missing)	452	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-290.6858639	1	< 0.1%
-48.32098131	1	< 0.1%
0.3000000119	1	< 0.1%
0.400000006	1	< 0.1%
1.162419822	1	< 0.1%
1.268706513	1	< 0.1%
1.276168026	1	< 0.1%
1.280778559	1	< 0.1%
1.298408316	1	< 0.1%
1.309341839	1	< 0.1%

Value	Count	Frequency (%)
1816.837423	1	< 0.1%
1815.25355	1	< 0.1%
1815.012503	1	< 0.1%
1814.984247	1	< 0.1%
1814.687044	1	< 0.1%
1813.427771	1	< 0.1%
1812.953762	1	< 0.1%
1812.6931	1	< 0.1%
1812.258162	1	< 0.1%
1812.256044	1	< 0.1%

Nacelle ambient temperature (°C)
Real number (ℝ)

Distinct	38550
Distinct (%)	74.1%
Missing	706
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	11.636198

Minimum	-1.685
Maximum	34.867501
Zeros	0
Zeros (%)	0.0%
Negative	147
Negative (%)	0.3%
Memory size	823.5 KiB

Quantile statistics

Minimum	-1.685
5-th percentile	3.7148333
Q1	7.330625
median	10.973509
Q3	15.410526
95-th percentile	21.8
Maximum	34.867501
Range	36.552501
Interquartile range (IQR)	8.079901

Descriptive statistics

Standard deviation	5.6442506
Coefficient of variation (CV)	0.48505968
Kurtosis	0.099734991
Mean	11.636198
Median Absolute Deviation (MAD)	4.0010086
Skewness	0.54545594
Sum	605059.04
Variance	31.857565
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.5	64	0.1%
9	51	0.1%
6.400000095	48	0.1%
9.600000381	48	0.1%
9.300000191	48	0.1%
10.30000019	48	0.1%
8.5	47	0.1%
7.900000095	46	0.1%
10.39999962	46	0.1%
6.599999905	45	0.1%
Other values (38540)	51507	97.7%
(Missing)	706	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.685000044	1	< 0.1%
-1.610000032	1	< 0.1%
-1.600000024	1	< 0.1%
-1.597368441	1	< 0.1%
-1.595000023	1	< 0.1%
-1.590000021	1	< 0.1%
-1.54473685	1	< 0.1%
-1.520000005	1	< 0.1%
-1.515000004	1	< 0.1%
-1.454999989	1	< 0.1%

Value	Count	Frequency (%)
34.86750145	1	< 0.1%
34.8475008	1	< 0.1%
34.83684339	1	< 0.1%
34.77222294	1	< 0.1%
34.7382357	1	< 0.1%
34.68157839	1	< 0.1%
34.44999924	1	< 0.1%
34.39999992	1	< 0.1%
34.28000031	1	< 0.1%
34.20789478	1	< 0.1%

Blade angle (pitch position) A (°)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	19455
Distinct (%)	37.4%
Missing	705
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	5.9955269

Minimum	0
Maximum	92.650002
Zeros	23228
Zeros (%)	44.1%
Negative	0
Negative (%)	0.0%
Memory size	823.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.049000001
Q3	1.8615
95-th percentile	44.990002
Maximum	92.650002
Range	92.650002
Interquartile range (IQR)	1.8615

Descriptive statistics

Standard deviation	16.098587
Coefficient of variation (CV)	2.6850996
Kurtosis	13.468275
Mean	5.9955269
Median Absolute Deviation (MAD)	0.049000001
Skewness	3.5767526
Sum	311761.4
Variance	259.16449
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23228	44.1%
44.99000168	2864	5.4%
89.98999786	450	0.9%
0.02450000048	402	0.8%
1.49000001	309	0.6%
0.04900000095	196	0.4%
0.02449974513	145	0.3%
91.98000336	144	0.3%
0.07350000143	106	0.2%
0.4900000095	85	0.2%
Other values (19445)	24070	45.7%
(Missing)	705	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23228	44.1%
0.0004999999866	21	< 0.1%
0.0004999999888	49	0.1%
0.0005263157755	2	< 0.1%
0.0005263157777	5	< 0.1%
0.0005555555431	3	< 0.1%
0.000624999986	4	< 0.1%
0.000769230749	1	< 0.1%
0.0009090908888	1	< 0.1%
0.0009999999603	13	< 0.1%

Value	Count	Frequency (%)
92.65000153	2	< 0.1%
92.58999634	1	< 0.1%
92.55000305	5	< 0.1%
92.51999664	1	< 0.1%
92.48999786	71	0.1%
92.45999908	17	< 0.1%
92.44999695	34	0.1%
92.39909016	1	< 0.1%
92.27849731	1	< 0.1%
92.18649712	1	< 0.1%

Blade angle (pitch position) B (°)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	19544
Distinct (%)	37.6%
Missing	705
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	6.0594386

Minimum	0
Maximum	92.919998
Zeros	23234
Zeros (%)	44.1%
Negative	0
Negative (%)	0.0%
Memory size	823.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.049000001
Q3	1.8613353
95-th percentile	44.990002
Maximum	92.919998
Range	92.919998
Interquartile range (IQR)	1.8613353

Descriptive statistics

Standard deviation	16.311187
Coefficient of variation (CV)	2.6918644
Kurtosis	13.369507
Mean	6.0594386
Median Absolute Deviation (MAD)	0.049000001
Skewness	3.573147
Sum	315084.75
Variance	266.05482
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23234	44.1%
44.99000168	2856	5.4%
89.98999786	450	0.9%
0.02450000048	395	0.7%
1.49000001	300	0.6%
0.04900000095	199	0.4%
0.02449974513	148	0.3%
92.27999878	144	0.3%
0.07350000143	107	0.2%
0.02578947419	86	0.2%
Other values (19534)	24080	45.7%
(Missing)	705	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23234	44.1%
0.0004999999866	18	< 0.1%
0.0004999999888	43	0.1%
0.0005263157755	2	< 0.1%
0.0005263157777	5	< 0.1%
0.0005555555431	2	< 0.1%
0.000624999986	5	< 0.1%
0.000769230749	1	< 0.1%
0.0009090908888	1	< 0.1%
0.0009999999603	17	< 0.1%

Value	Count	Frequency (%)
92.91999817	5	< 0.1%
92.87999725	48	0.1%
92.87000275	1	< 0.1%
92.86000061	2	< 0.1%
92.80999756	1	< 0.1%
92.70999908	17	< 0.1%
92.54454803	1	< 0.1%
92.48999786	72	0.1%
92.40899773	1	< 0.1%
92.35316106	1	< 0.1%

Blade angle (pitch position) C (°)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	19348
Distinct (%)	37.2%
Missing	705
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	6.0572695

Minimum	0
Maximum	92.709999
Zeros	23267
Zeros (%)	44.1%
Negative	0
Negative (%)	0.0%
Memory size	823.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.049000001
Q3	1.859649
95-th percentile	44.990002
Maximum	92.709999
Range	92.709999
Interquartile range (IQR)	1.859649

Descriptive statistics

Standard deviation	16.30213
Coefficient of variation (CV)	2.6913332
Kurtosis	13.348964
Mean	6.0572695
Median Absolute Deviation (MAD)	0.049000001
Skewness	3.5709771
Sum	314971.96
Variance	265.75945
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23267	44.1%
44.99000168	2864	5.4%
89.98999786	450	0.9%
0.02450000048	408	0.8%
1.49000001	314	0.6%
0.04900000095	211	0.4%
0.02449974513	149	0.3%
92.05999756	145	0.3%
0.07350000143	110	0.2%
0.02578947419	90	0.2%
Other values (19338)	23991	45.5%
(Missing)	705	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23267	44.1%
0.0004999999866	14	< 0.1%
0.0004999999888	33	0.1%
0.0005263157755	1	< 0.1%
0.0005263157777	5	< 0.1%
0.0005555555408	1	< 0.1%
0.000588235281	1	< 0.1%
0.000624999986	1	< 0.1%
0.000769230749	1	< 0.1%
0.0009999999603	12	< 0.1%

Value	Count	Frequency (%)
92.70999908	1	< 0.1%
92.70999908	1	< 0.1%
92.69999695	5	< 0.1%
92.62999725	48	0.1%
92.62000275	2	< 0.1%
92.5	17	< 0.1%
92.48999786	71	0.1%
92.44454748	1	< 0.1%
92.41999817	33	0.1%
92.31449814	1	< 0.1%

Lost Production to Curtailment (Total) (kWh)
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	42
Missing (%)	0.1%
Memory size	823.5 KiB

0.0	52662

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	157986
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	52662	99.9%
(Missing)	42	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	52662	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	105324	66.7%
.	52662	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	105324	66.7%
Other Punctuation	52662	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	105324	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	52662	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	157986	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	105324	66.7%
.	52662	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	157986	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	105324	66.7%
.	52662	33.3%

Lost Production to Downtime (kWh)
Real number (ℝ)

Distinct	905
Distinct (%)	1.7%
Missing	320
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	2.003552

Minimum	0
Maximum	343.43091
Zeros	51415
Zeros (%)	97.6%
Negative	0
Negative (%)	0.0%
Memory size	823.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	343.43091
Range	343.43091
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	20.729117
Coefficient of variation (CV)	10.346183
Kurtosis	195.86948
Mean	2.003552
Median Absolute Deviation (MAD)	0
Skewness	13.39512
Sum	104954.07
Variance	429.69629
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	51415	97.6%
341.2683333	64	0.1%
340.085	3	< 0.1%
126.0493427	1	< 0.1%
95.73362863	1	< 0.1%
40.5201981	1	< 0.1%
39.59838311	1	< 0.1%
38.44765083	1	< 0.1%
50.10749355	1	< 0.1%
39.45438684	1	< 0.1%
Other values (895)	895	1.7%
(Missing)	320	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	51415	97.6%
0.1947836168	1	< 0.1%
0.2887969022	1	< 0.1%
0.4894446046	1	< 0.1%
1.320128861	1	< 0.1%
1.576471975	1	< 0.1%
2.298855476	1	< 0.1%
3.134624239	1	< 0.1%
3.24382356	1	< 0.1%
3.444360573	1	< 0.1%

Value	Count	Frequency (%)
343.430909	1	< 0.1%
342.9584564	1	< 0.1%
342.6777445	1	< 0.1%
342.6307572	1	< 0.1%
342.2504201	1	< 0.1%
342.1934566	1	< 0.1%
342.0926605	1	< 0.1%
342.0886694	1	< 0.1%
341.7963639	1	< 0.1%
341.4390938	1	< 0.1%

Metal particle count counter
Real number (ℝ)

Distinct	33
Distinct (%)	0.1%
Missing	706
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	527.43521

Minimum	506
Maximum	541
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	823.5 KiB

Quantile statistics

Minimum	506
5-th percentile	508
Q1	525
median	527
Q3	535
95-th percentile	538
Maximum	541
Range	35
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.9591402
Coefficient of variation (CV)	0.016986238
Kurtosis	0.27492678
Mean	527.43521
Median Absolute Deviation (MAD)	6
Skewness	-1.0035746
Sum	27425576
Variance	80.266193
Monotonicity	Increasing

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
535	9208	17.5%
526	9047	17.2%
508	4404	8.4%
527	4108	7.8%
532	2894	5.5%
537	2807	5.3%
529	2759	5.2%
521	2421	4.6%
534	2034	3.9%
525	1952	3.7%
Other values (23)	10364	19.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
506	905	1.7%
507	347	0.7%
508	4404	8.4%
509	1	< 0.1%
510	628	1.2%
511	325	0.6%
512	12	< 0.1%
513	24	< 0.1%
516	1	< 0.1%
517	73	0.1%

Value	Count	Frequency (%)
541	293	0.6%
540	557	1.1%
539	1562	3.0%
538	628	1.2%
537	2807	5.3%
536	945	1.8%
535	9208	17.5%
534	2034	3.9%
533	55	0.1%
532	2894	5.5%

Front bearing temperature (°C)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	38029
Distinct (%)	73.1%
Missing	705
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	66.426196

Minimum	8.1100003
Maximum	77.032499
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	823.5 KiB

Quantile statistics

Minimum	8.1100003
5-th percentile	43.38975
Q1	64.9575
median	70.910525
Q3	72.347499
95-th percentile	73.960053
Maximum	77.032499
Range	68.922499
Interquartile range (IQR)	7.3899992

Descriptive statistics

Standard deviation	10.627331
Coefficient of variation (CV)	0.15998704
Kurtosis	7.5611961
Mean	66.426196
Median Absolute Deviation (MAD)	2.2144751
Skewness	-2.5454232
Sum	3454095.8
Variance	112.94016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.199999809	22	< 0.1%
72.25250015	18	< 0.1%
8.5	17	< 0.1%
72.25	16	< 0.1%
10.30000019	12	< 0.1%
70.5	11	< 0.1%
72.24499969	11	< 0.1%
72.22499847	11	< 0.1%
9	11	< 0.1%
73.54499969	10	< 0.1%
Other values (38019)	51860	98.4%
(Missing)	705	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.110000277	1	< 0.1%
8.122500086	1	< 0.1%
8.164999914	1	< 0.1%
8.174999857	1	< 0.1%
8.189999819	1	< 0.1%
8.1974998	1	< 0.1%
8.199999809	22	< 0.1%
8.269999695	1	< 0.1%
8.274999571	1	< 0.1%
8.324999619	1	< 0.1%

Value	Count	Frequency (%)
77.03249931	1	< 0.1%
76.96750069	1	< 0.1%
76.94500084	1	< 0.1%
76.89250107	1	< 0.1%
76.88000183	1	< 0.1%
76.86500206	1	< 0.1%
76.83529618	1	< 0.1%
76.80500069	1	< 0.1%
76.79737091	1	< 0.1%
76.77500038	1	< 0.1%

Rear bearing temperature (°C)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	37978
Distinct (%)	73.0%
Missing	705
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	65.781159

Minimum	7.8300002
Maximum	77.047501
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	823.5 KiB

Quantile statistics

Minimum	7.8300002
5-th percentile	43.945
Q1	65.555001
median	69.1425
Q3	70.845003
95-th percentile	72.874999
Maximum	77.047501
Range	69.217501
Interquartile range (IQR)	5.2900021

Descriptive statistics

Standard deviation	9.8915319
Coefficient of variation (CV)	0.15037029
Kurtosis	10.360971
Mean	65.781159
Median Absolute Deviation (MAD)	2.2075012
Skewness	-2.9783469
Sum	3420554.5
Variance	97.842403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	11	< 0.1%
70.9875	11	< 0.1%
69.25249977	10	< 0.1%
69.47750015	10	< 0.1%
69.99000015	10	< 0.1%
70.00999985	10	< 0.1%
69.91500015	10	< 0.1%
70.62250023	9	< 0.1%
69.42750015	9	< 0.1%
70.32249985	9	< 0.1%
Other values (37968)	51900	98.5%
(Missing)	705	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.830000186	1	< 0.1%
7.850000238	1	< 0.1%
7.852500176	1	< 0.1%
7.862500143	1	< 0.1%
7.863889111	1	< 0.1%
7.88500011	1	< 0.1%
7.887500119	1	< 0.1%
7.890000153	1	< 0.1%
7.900000095	5	< 0.1%
7.925000095	1	< 0.1%

Value	Count	Frequency (%)
77.04750099	1	< 0.1%
76.88000145	1	< 0.1%
76.87941248	1	< 0.1%
76.84500046	1	< 0.1%
76.79500122	1	< 0.1%
76.77750092	1	< 0.1%
76.74374914	1	< 0.1%
76.73947304	1	< 0.1%
76.73249969	1	< 0.1%
76.64210269	1	< 0.1%

Auto

Heatmap
Table

	Wind speed (m/s)	Wind speed, Standard deviation (m/s)	Wind speed, Minimum (m/s)	Wind speed, Maximum (m/s)	Wind direction (°)	Nacelle position (°)	Energy Export (kWh)	Power (kW)	Reactive power (kvar)	Rotor speed (RPM)	Generator RPM (RPM)	Nacelle ambient temperature (°C)	Blade angle (pitch position) A (°)	Blade angle (pitch position) B (°)	Blade angle (pitch position) C (°)	Lost Production to Downtime (kWh)	Metal particle count counter	Front bearing temperature (°C)	Rear bearing temperature (°C)
Wind speed (m/s)	1.000	0.728	0.959	0.984	0.093	0.087	0.963	0.971	-0.939	0.962	0.961	-0.213	0.065	0.065	0.065	-0.017	-0.100	0.782	0.632
Wind speed, Standard deviation (m/s)	0.728	1.000	0.551	0.816	-0.004	-0.014	0.717	0.723	-0.749	0.705	0.703	0.030	0.213	0.214	0.213	-0.021	-0.115	0.549	0.452
Wind speed, Minimum (m/s)	0.959	0.551	1.000	0.916	0.101	0.096	0.919	0.926	-0.881	0.922	0.922	-0.262	0.025	0.025	0.024	-0.016	-0.088	0.747	0.599
Wind speed, Maximum (m/s)	0.984	0.816	0.916	1.000	0.072	0.065	0.954	0.961	-0.942	0.950	0.949	-0.172	0.083	0.083	0.083	-0.024	-0.106	0.771	0.628
Wind direction (°)	0.093	-0.004	0.101	0.072	1.000	0.924	0.068	0.067	-0.037	0.065	0.066	-0.100	0.005	0.005	0.005	0.091	0.037	0.059	0.039
Nacelle position (°)	0.087	-0.014	0.096	0.065	0.924	1.000	0.065	0.064	-0.034	0.061	0.063	-0.106	0.003	0.003	0.003	0.072	0.027	0.054	0.032
Energy Export (kWh)	0.963	0.717	0.919	0.954	0.068	0.065	1.000	0.988	-0.959	0.982	0.981	-0.205	0.012	0.012	0.012	-0.202	-0.122	0.807	0.652
Power (kW)	0.971	0.723	0.926	0.961	0.067	0.064	0.988	1.000	-0.969	0.991	0.990	-0.206	0.023	0.023	0.023	-0.198	-0.125	0.810	0.658
Reactive power (kvar)	-0.939	-0.749	-0.881	-0.942	-0.037	-0.034	-0.959	-0.969	1.000	-0.963	-0.963	0.193	-0.058	-0.058	-0.058	0.194	0.127	-0.778	-0.626
Rotor speed (RPM)	0.962	0.705	0.922	0.950	0.065	0.061	0.982	0.991	-0.963	1.000	0.998	-0.205	0.004	0.004	0.004	-0.209	-0.115	0.810	0.651
Generator RPM (RPM)	0.961	0.703	0.922	0.949	0.066	0.063	0.981	0.990	-0.963	0.998	1.000	-0.219	0.003	0.003	0.002	-0.208	-0.120	0.806	0.645
Nacelle ambient temperature (°C)	-0.213	0.030	-0.262	-0.172	-0.100	-0.106	-0.205	-0.206	0.193	-0.205	-0.219	1.000	0.056	0.056	0.056	-0.117	0.170	-0.124	0.049
Blade angle (pitch position) A (°)	0.065	0.213	0.025	0.083	0.005	0.003	0.012	0.023	-0.058	0.004	0.003	0.056	1.000	1.000	0.999	0.228	-0.065	-0.236	-0.376
Blade angle (pitch position) B (°)	0.065	0.214	0.025	0.083	0.005	0.003	0.012	0.023	-0.058	0.004	0.003	0.056	1.000	1.000	1.000	0.230	-0.065	-0.236	-0.376
Blade angle (pitch position) C (°)	0.065	0.213	0.024	0.083	0.005	0.003	0.012	0.023	-0.058	0.004	0.002	0.056	0.999	1.000	1.000	0.230	-0.065	-0.237	-0.376
Lost Production to Downtime (kWh)	-0.017	-0.021	-0.016	-0.024	0.091	0.072	-0.202	-0.198	0.194	-0.209	-0.208	-0.117	0.228	0.230	0.230	1.000	0.121	-0.200	-0.205
Metal particle count counter	-0.100	-0.115	-0.088	-0.106	0.037	0.027	-0.122	-0.125	0.127	-0.115	-0.120	0.170	-0.065	-0.065	-0.065	0.121	1.000	-0.047	0.023
Front bearing temperature (°C)	0.782	0.549	0.747	0.771	0.059	0.054	0.807	0.810	-0.778	0.810	0.806	-0.124	-0.236	-0.236	-0.237	-0.200	-0.047	1.000	0.884
Rear bearing temperature (°C)	0.632	0.452	0.599	0.628	0.039	0.032	0.652	0.658	-0.626	0.651	0.645	0.049	-0.376	-0.376	-0.376	-0.205	0.023	0.884	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Wind speed (m/s)	Wind speed, Standard deviation (m/s)	Wind speed, Minimum (m/s)	Wind speed, Maximum (m/s)	Wind direction (°)	Nacelle position (°)	Energy Export (kWh)	Power (kW)	Reactive power (kvar)	Rotor speed (RPM)	Generator RPM (RPM)	Nacelle ambient temperature (°C)	Blade angle (pitch position) A (°)	Blade angle (pitch position) B (°)	Blade angle (pitch position) C (°)	Lost Production to Curtailment (Total) (kWh)	Lost Production to Downtime (kWh)	Metal particle count counter	Front bearing temperature (°C)	Rear bearing temperature (°C)
# Date and time
2020-01-01 00:00:00	5.371011	0.711412	4.037406	6.974365	113.313270	101.216759	57.0	386.335927	-126.403728	10.686066	1269.532545	6.520000	0.000000	0.000000	0.000000	0.0	0.0	506.0	68.869999	68.794999
2020-01-01 00:10:00	4.774857	0.577359	3.336115	5.855418	114.925915	101.216759	47.0	276.166611	-98.206520	9.718267	1155.368872	6.595000	0.000000	0.000000	0.000000	0.0	0.0	506.0	68.750000	68.325000
2020-01-01 00:20:00	4.819871	0.654729	3.287853	6.433454	117.427182	101.216759	48.0	243.963609	-87.127122	9.339437	1111.389959	6.600000	0.000000	0.000000	0.000000	0.0	0.0	506.0	67.617501	67.270001
2020-01-01 00:30:00	3.567738	0.567423	2.798545	5.060943	117.950283	101.216759	18.0	113.998529	-59.105405	8.252814	982.243644	6.515000	0.296491	0.296491	0.296491	0.0	0.0	506.0	65.285001	65.460000
2020-01-01 00:40:00	3.975296	0.882010	2.784437	6.251542	115.878294	101.216759	17.0	150.627731	-65.267208	8.570402	1019.678427	6.440000	0.196997	0.196997	0.196997	0.0	0.0	506.0	63.615001	64.747499
2020-01-01 00:50:00	4.395135	0.835951	3.087378	6.609426	126.440753	110.816545	47.0	230.820182	-117.247137	9.240981	1098.112552	6.555263	0.000000	0.000000	0.000000	0.0	0.0	506.0	65.810527	66.489474
2020-01-01 01:00:00	4.499056	0.796827	3.153460	6.230751	129.845291	119.875229	34.0	229.265832	-164.462792	9.169471	1091.359577	6.580000	0.000000	0.000000	0.000000	0.0	0.0	506.0	66.162500	66.522500
2020-01-01 01:10:00	4.474182	1.048630	2.947788	6.439023	132.009559	119.875229	36.0	228.604192	-142.384628	9.160786	1089.077248	6.450000	0.000000	0.000000	0.000000	0.0	0.0	506.0	66.805001	66.935000
2020-01-01 01:20:00	4.587896	0.931783	3.025008	5.932638	128.608893	119.875229	47.0	246.251331	-134.339493	9.363316	1113.745588	6.420000	0.000000	0.000000	0.000000	0.0	0.0	506.0	66.870000	66.915001
2020-01-01 01:30:00	3.631649	0.864123	1.868564	5.230233	134.846493	119.875229	21.0	138.829758	-127.983504	8.403713	999.856788	6.595000	0.189998	0.187498	0.184998	0.0	0.0	506.0	65.215001	65.342501

	Wind speed (m/s)	Wind speed, Standard deviation (m/s)	Wind speed, Minimum (m/s)	Wind speed, Maximum (m/s)	Wind direction (°)	Nacelle position (°)	Energy Export (kWh)	Power (kW)	Reactive power (kvar)	Rotor speed (RPM)	Generator RPM (RPM)	Nacelle ambient temperature (°C)	Blade angle (pitch position) A (°)	Blade angle (pitch position) B (°)	Blade angle (pitch position) C (°)	Lost Production to Curtailment (Total) (kWh)	Lost Production to Downtime (kWh)	Metal particle count counter	Front bearing temperature (°C)	Rear bearing temperature (°C)
# Date and time
2020-12-31 22:20:00	6.242681	0.295161	5.712375	6.986250	311.497181	314.143036	0.004808	-2.638691	0.0	0.0	2.202752	1.3900	89.989998	89.989998	89.989998	0.0	86.424496	541.0	19.840000	17.652500
2020-12-31 22:30:00	6.043819	0.451554	5.085375	6.842625	309.822020	314.143036	0.004808	-2.692041	0.0	0.0	2.105250	1.4000	89.989998	89.989998	89.989998	0.0	77.097778	541.0	19.682501	17.472500
2020-12-31 22:40:00	5.801981	0.388727	5.044875	6.590250	301.837791	314.143036	0.004808	-3.603259	0.0	0.0	1.716254	1.4000	89.989998	89.989998	89.989998	0.0	67.430359	541.0	19.570000	17.265000
2020-12-31 22:50:00	5.441925	0.278968	4.726875	5.883750	304.866016	314.143036	0.004808	-2.601346	0.0	0.0	1.648742	1.4600	89.989998	89.989998	89.989998	0.0	54.091695	541.0	19.337499	17.137501
2020-12-31 23:00:00	5.396119	0.157486	5.120625	5.713875	303.504024	314.143036	0.004808	-2.793406	0.0	0.0	1.719810	1.5500	89.989998	89.989998	89.989998	0.0	52.727324	541.0	19.210000	16.880000
2020-12-31 23:10:00	5.144737	0.112528	4.839750	5.341500	303.276535	314.143036	0.004808	-3.478954	0.0	0.0	1.569573	1.6000	89.989998	89.989998	89.989998	0.0	45.239769	541.0	19.000000	16.757500
2020-12-31 23:20:00	4.979400	0.191521	4.536375	5.237250	303.620920	314.143036	0.004808	-3.365318	0.0	0.0	1.699787	1.6000	89.989998	89.989998	89.989998	0.0	40.477948	541.0	18.815000	16.565000
2020-12-31 23:30:00	5.088281	0.060395	4.948875	5.170125	299.232986	314.143036	0.004808	-3.286360	0.0	0.0	1.696670	1.6000	89.989998	89.989998	89.989998	0.0	43.558183	541.0	18.630000	16.335000
2020-12-31 23:40:00	4.871831	0.207495	4.275375	5.122875	297.566402	314.143036	0.004808	-4.288273	0.0	0.0	1.750701	1.6000	89.989998	89.989998	89.989998	0.0	38.124380	541.0	18.447500	16.175001
2020-12-31 23:50:00	5.583394	0.494611	4.797750	6.263625	304.999392	314.143036	0.004808	-2.928382	0.0	0.0	1.700600	1.4425	89.989998	89.989998	89.989998	0.0	59.027352	541.0	18.270000	16.085000

Most frequently occurring

	Wind speed (m/s)	Wind speed, Standard deviation (m/s)	Wind speed, Minimum (m/s)	Wind speed, Maximum (m/s)	Wind direction (°)	Nacelle position (°)	Energy Export (kWh)	Power (kW)	Reactive power (kvar)	Rotor speed (RPM)	Generator RPM (RPM)	Nacelle ambient temperature (°C)	Blade angle (pitch position) A (°)	Blade angle (pitch position) B (°)	Blade angle (pitch position) C (°)	Lost Production to Curtailment (Total) (kWh)	Lost Production to Downtime (kWh)	Metal particle count counter	Front bearing temperature (°C)	Rear bearing temperature (°C)	# duplicates
2	NaN	NaN	NaN	NaN	NaN	NaN	3.496183	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.0	NaN	NaN	NaN	NaN	129
10	NaN	NaN	NaN	NaN	NaN	NaN	128.500000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.0	NaN	NaN	NaN	NaN	48
0	NaN	NaN	NaN	NaN	NaN	NaN	0.000000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.0	0.0	NaN	NaN	NaN	33
8	NaN	NaN	NaN	NaN	NaN	NaN	115.161290	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.0	NaN	NaN	NaN	NaN	29
7	NaN	NaN	NaN	NaN	NaN	NaN	101.000000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	22
9	NaN	NaN	NaN	NaN	NaN	NaN	118.555556	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.0	NaN	NaN	NaN	NaN	18
6	NaN	NaN	NaN	NaN	NaN	NaN	83.666667	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.0	NaN	NaN	NaN	NaN	14
3	NaN	NaN	NaN	NaN	NaN	NaN	18.500000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.0	NaN	NaN	NaN	NaN	13
14	NaN	NaN	NaN	NaN	NaN	NaN	353.769231	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.0	NaN	NaN	NaN	NaN	12
4	NaN	NaN	NaN	NaN	NaN	NaN	40.875000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	7

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring